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Non-destructive detection of early wheat germination via deep learning-optimized terahertz imaging.

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第一作者： Guangming,Li

第一单位： Key Laboratory of Grain Information Processing and Control (Henan University of Technology), Ministry of Education, Zhengzhou, 450001, China.;Henan Provincial Key Laboratory of Grain Photoelectric Detection and Control, Zhengzhou, 450001, China.;College of Information Science and Engineering, Henan University of Technology, Zhengzhou, 450001, China.

作者： Guangming,Li ^[1] ; Hongyi,Ge ^[1] ; Yuying,Jiang ^[2] ; Yuan,Zhang ^[3] ; Xi,Jin ^[1]

作者单位： Key Laboratory of Grain Information Processing and Control (Henan University of Technology), Ministry of Education, Zhengzhou, 450001, China.;Henan Provincial Key Laboratory of Grain Photoelectric Detection and Control, Zhengzhou, 450001, China.;College of Information Science and Engineering, Henan University of Technology, Zhengzhou, 450001, China. ^[1] Key Laboratory of Grain Information Processing and Control (Henan University of Technology), Ministry of Education, Zhengzhou, 450001, China. yyjiang@haut.edu.cn.;Henan Provincial Key Laboratory of Grain Photoelectric Detection and Control, Zhengzhou, 450001, China. yyjiang@haut.edu.cn.;School of Artificial Intelligence and Big Data, Henan University of Technology, Zhengzhou, 450001, China. yyjiang@haut.edu.cn. ^[2] Key Laboratory of Grain Information Processing and Control (Henan University of Technology), Ministry of Education, Zhengzhou, 450001, China. zhangyuan@haut.edu.cn.;Henan Provincial Key Laboratory of Grain Photoelectric Detection and Control, Zhengzhou, 450001, China. zhangyuan@haut.edu.cn.;College of Information Science and Engineering, Henan University of Technology, Zhengzhou, 450001, China. zhangyuan@haut.edu.cn. ^[3]

关键词 Early germination wheat detection Gazelle Optimization Algorithm Image enhancement THz image YOLO V8

DOI 10.1186/s13007-025-01393-6

PMID 40448208

发布时间 2025-06-02

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